Institute Quadrant · October 2026
NeoClouds 2026
The capacity is only the beginning.
Compare ten AI cloud providers on enterprise readiness and business value. Examine the operating model, financial durability and controls behind the GPU reservation.
Interactive assessment
Select a provider
Choose a name to read its assessment. Add two or three providers to compare.
Readiness runs left to right. Value runs bottom to top. DigitalOcean and GMI Cloud share coordinates (45, 55). On smaller screens, swipe the chart horizontally.
Select a provider to begin your comparison.
Compare providersThe comparative view
Read the two scores together.
A position summarizes the assessment within this study’s scope. Use the provider findings and your mandatory requirements to decide what belongs on your shortlist.
| Provider | Enterprise readiness | Business value | Position |
|---|---|---|---|
| CoreWeave | 78/100 | 78/100 | Leaders |
| Nebius | 81/100 | 75/100 | Leaders |
| Lambda | 51/100 | 63/100 | Leaders |
| Crusoe | 49/100 | 63/100 | Challengers |
| Together AI | 40/100 | 75/100 | Challengers |
| Vultr | 39/100 | 58/100 | Challengers |
| DigitalOcean | 45/100 | 55/100 | Challengers |
| GMI Cloud | 45/100 | 55/100 | Challengers |
| TensorWave | 41/100 | 50/100 | Challengers |
| Nscale | 41/100 | 43/100 | Emerging |
Economics
The same chip is not the same offer.
On-demand instances, preemptible capacity, reserved clusters and managed inference carry different operating responsibilities. These H100 reference rates are not a like-for-like performance ranking.
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Five pricing pages checked October 19, 2026. Other rates retain their research-pack verification status. Confirm configuration, availability, region and terms with the provider.
Sovereignty and control
Control is more than a location.
Sovereignty contributes 15 points to enterprise readiness. It is assessed within this infrastructure category, with six dimensions that buyers can apply to their own requirements.
A country label does not establish key custody, operational access or contractual control.
- Data residency, backups, logs and telemetry
- Operational control and privileged access
- Jurisdiction of the contracting entity
- Control-plane operations and key custody
- Supply-chain dependencies
- Assurance and supporting evidence
Methodology
One worksheet. Two axes.
Nine parameters are scored from 1 to 5 for each provider. Each axis is normalized to 0–100 using the sum of weight × (score − 1) ÷ 4, rounded half up. A score of 50 is on the high side of an axis.
Enterprise readiness
- Security and compliance · 20%
- Operational maturity · 25%
- Capacity and delivery · 20%
- Financial durability · 20%
- Sovereignty and control · 15%
Business value
- Price-performance and terms · 30%
- Outcome evidence · 30%
- Platform and software · 20%
- Ecosystem and roadmap · 20%
Scores are provisional analytical composites from the supplied research worksheet. Public documentation, claims, reference requirements and analyst judgments are distinguished in the underlying assessment. This edition does not represent pending provider briefings or customer-reference checks as completed.
Read the methodology and provider findings →Make the shortlist defensible.
Take the questions into the next conversation.
The companion guide connects the market view to capacity, financing, deployment and contract decisions.
Read the NeoClouds buyer’s guide